{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%load_ext line_profiler\n",
    "\n",
    "from Lib.BEM_Solver.BEM_2D import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BEM Solver Module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEICAYAAACnL3iHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKkThfgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2ad2b91be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Solution Results]\n",
      "Number of boundary elements:4\n",
      "Coordinates&Boundary conditions of boundary elements:\n",
      "Point\tX\t\tY\t\tPressure\tLeft Flux\tRight flux\n",
      "(1)1\t0.000\t\t0.000\t\t100.000\t\t81.820\t\t-25.000\n",
      "(1)2\t0.500\t\t0.000\t\t77.392\t\t-25.000\t\t-25.000\n",
      "(2)3\t1.000\t\t0.000\t\t70.963\t\t-25.000\t\t0.000\n",
      "(2)4\t1.000\t\t0.500\t\t77.178\t\t0.000\t\t0.000\n",
      "(3)5\t1.000\t\t1.000\t\t70.963\t\t0.000\t\t-25.000\n",
      "(3)6\t0.500\t\t1.000\t\t77.392\t\t-25.000\t\t-25.000\n",
      "(4)7\t0.000\t\t1.000\t\t100.000\t\t-25.000\t\t81.820\n",
      "(4)8\t0.000\t\t0.500\t\t100.000\t\t34.551\t\t34.551\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAADjCAYAAACYerWDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nx2MlJzt/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2ad2b91940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfAAAAHwCAYAAABZrD3mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrqwnoQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2acf60d940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "BEM_Case1=BEM2D()\n",
    "\n",
    "#1.Build Mesh\n",
    "Boundary_vert=[(0.0, 0.0), (1.0, 0.0), (1.0, 1.0), (0.0, 1.0)] #Anti-clock wise for internal domain\n",
    "Trace_vert=[((0.3, 0.0), (0.3, 0.5)),((0.6, 0.0), (0.6, 0.5))]#No direction requirement\n",
    "element_esize=1.0\n",
    "element_tszie=0.2\n",
    "\n",
    "BEM_Case1.set_Mesh(Boundary_vert,Trace_vert,element_esize,element_tszie,Type=\"Quad\")\n",
    "\n",
    "#2.Set Boundary condition\n",
    "bc0=[(3,100)]\n",
    "bc1=[(2,-25),(0,-25)]\n",
    "BEM_Case1.set_BoundaryCondition(DirichletBC=bc0,NeumannBC=bc1)\n",
    "#BEM_Case1.print_debug()\n",
    "\n",
    "#3. Solve and plot\n",
    "BEM_Case1.DFN=0\n",
    "BEM_Case1.Solve()\n",
    "PUV=BEM_Case1.plot_Solution(v_range=(0,160),p_range=(50,100))\n",
    "PUV2=BEM_Case1.plot_SolutionBD()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mesh Module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from Lib.Mesh.TriMesh2D import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unrecognized MATLAB option \"minimize\".\n",
      "\n",
      "                            < M A T L A B (R) >\n",
      "                  Copyright 1984-2016 The MathWorks, Inc.\n",
      "                   R2016b (9.1.0.441655) 64-bit (glnxa64)\n",
      "                             September 7, 2016\n",
      "\n",
      " \n",
      "For online documentation, see http://www.mathworks.com/support\n",
      "For product information, visit www.mathworks.com.\n",
      " \n",
      "\n",
      "\tStudent License -- for use by students to meet course requirements\n",
      "\tand perform academic research at degree granting institutions only.\n",
      "\n",
      "Warning: Name is nonexistent or not a directory: G \n",
      "> In path (line 109)\n",
      "  In addpath (line 88)\n",
      "  In transplant_remote (line 136) \n",
      "Warning: Name is nonexistent or not a directory: \\2.MeshGenerator-0428\\mesh2d \n",
      "> In path (line 109)\n",
      "  In addpath (line 88)\n",
      "  In transplant_remote (line 136) \n"
     ]
    }
   ],
   "source": [
    "#Mesh2D matlab backend-Win\n",
    "import transplant #Matlab processer\n",
    "mlab = transplant.Matlab(arguments=('-nosplash','-nodesktop','-nojvm','-minimize'))\n",
    "mlab.addpath(r'G:\\2.MeshGenerator-0428\\mesh2d',nargout=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unrecognized MATLAB option \"minimize\".\n",
      "\n",
      "                            < M A T L A B (R) >\n",
      "                  Copyright 1984-2016 The MathWorks, Inc.\n",
      "                   R2016b (9.1.0.441655) 64-bit (glnxa64)\n",
      "                             September 7, 2016\n",
      "\n",
      " \n",
      "For online documentation, see http://www.mathworks.com/support\n",
      "For product information, visit www.mathworks.com.\n",
      " \n",
      "\n",
      "\tStudent License -- for use by students to meet course requirements\n",
      "\tand perform academic research at degree granting institutions only.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Mesh2D matlab backend-Linux\n",
    "import transplant #Matlab processer\n",
    "mlab = transplant.Matlab(arguments=('-nosplash','-nodesktop','-nojvm','-minimize'))\n",
    "mlab.addpath(r'/media/binwang/9CF2A927F2A9069C/2.MeshGenerator-0428/mesh2d',nargout=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Refine triangulation...\n",
      "\n",
      " -------------------------------------------------------\n",
      "      |ITER.|          |CDT1(X)|          |CDT2(X)|     \n",
      " -------------------------------------------------------\n",
      "Warning: Edge constraints have been split by a coincident point. \n",
      "> In deltri2 (line 90)\n",
      "  In refine2>cdtbal0 (line 297)\n",
      "  In refine2 (line 247)\n",
      "  In build_mesh (line 37)\n",
      "  In transplant_remote (line 126) \n",
      "          6                 50                 24\n",
      "         10                 50                238\n",
      "         13                 50                254\n",
      "\n",
      "\n",
      " Smooth triangulation...\n",
      "\n",
      " -------------------------------------------------------\n",
      "      |ITER.|          |MOVE(X)|          |DTRI(X)|     \n",
      " -------------------------------------------------------\n",
      "          4                 47                254\n",
      "          8                 14                254\n",
      "\n",
      "Vertices Number:148\n",
      "Element Number:254\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQIAAAD8CAYAAACcoKqNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2acf57c0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Mesh=Mesh2D(Boundary_vert,Trace_vert,element_size=0.1)\n",
    "Mesh.MeshBuild(Library=\"Mesh2D\",matlab=mlab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Refinement ON!\n",
      "\n",
      " Refine triangulation...\n",
      "\n",
      " -------------------------------------------------------\n",
      "      |ITER.|          |CDT1(X)|          |CDT2(X)|     \n",
      " -------------------------------------------------------\n",
      "Warning: Edge constraints have been split by a coincident point. \n",
      "> In deltri2 (line 90)\n",
      "  In refine2>cdtbal0 (line 297)\n",
      "  In refine2 (line 247)\n",
      "  In lfshfn2 (line 44)\n",
      "  In build_mesh (line 24)\n",
      "  In transplant_remote (line 126) \n",
      "          3                 88                142\n",
      "         10                106                264\n",
      "         10                106                264\n",
      "\n",
      "\n",
      " Refine triangulation...\n",
      "\n",
      " -------------------------------------------------------\n",
      "      |ITER.|          |CDT1(X)|          |CDT2(X)|     \n",
      " -------------------------------------------------------\n",
      "Warning: Edge constraints have been split by a coincident point. \n",
      "> In deltri2 (line 90)\n",
      "  In refine2>cdtbal0 (line 297)\n",
      "  In refine2 (line 247)\n",
      "  In build_mesh (line 32)\n",
      "  In transplant_remote (line 126) \n",
      "          5                116                142\n",
      "         10                120                576\n",
      "         13                122                603\n",
      "\n",
      "\n",
      " Smooth triangulation...\n",
      "\n",
      " -------------------------------------------------------\n",
      "      |ITER.|          |MOVE(X)|          |DTRI(X)|     \n",
      " -------------------------------------------------------\n",
      "          4                159                603\n",
      "          8                  8                603\n",
      "\n",
      "Vertices Number:326\n",
      "Element Number:603\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQIAAAD8CAYAAACcoKqNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5c653df390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Trace_vert=[((0.6, 0.0), (0.3, 0.5)),((0.2, 0.2), (0.7, 0.9)),((0.9, 0.0), (0.8, 0.9)),((0.0, 0.3), (1.0, 0.3))]\n",
    "Mesh=Mesh2D(Boundary_vert,Trace_vert,element_size=1,trace_element_size=0.15/3)\n",
    "Mesh.MeshBuild(Library=\"Mesh2D\",matlab=mlab,refinement=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Streamline Tracing Module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#4. Assign the pressure, velocity to mesh nodes\n",
    "NumNodes=len(Mesh.mesh_points)\n",
    "for i in range(NumNodes):\n",
    "    Pts=Mesh.mesh_points[i]\n",
    "    PUV=BEM_Case1.get_Solution(Pts)\n",
    "    Mesh.p[i]=PUV[0]\n",
    "    Mesh.vx[i]=PUV[1]\n",
    "    Mesh.vy[i]=PUV[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from Lib.Streamline.Streamline_Tracing import *\n",
    "SLs_Case1=Streamlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20 Streamlines genetrated.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQIAAAEICAYAAAC01Po2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2acf5cc6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Define the start edge,streamline number\n",
    "StartPts=SLs_Case1.initSL(NSL=20,BDid=3,Meshobj=Mesh)\n",
    "\n",
    "#Trace streamline\n",
    "SLs,TOFs=SLs_Case1.traceSLs()\n",
    "\n",
    "#PLot streamline\n",
    "SLs_Case1.plotSLs(SLs,mode=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current 0 [ 0.          0.95238095]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQIAAAEICAYAAAC01Po2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2acf45f588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Function test\n",
    "for i in range(SLs_Case1.NumSL):\n",
    "    print(\"Current\",i,StartPts[i])\n",
    "    SLs_Case1.trace1SL(Pts0=StartPts[i],TOF0=0.0,debug=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.00258650673352\n",
      "0.00622163687497\n",
      "0.00975541290583\n",
      "0.0134975416101\n",
      "0.017716594757\n",
      "0.0225056923058\n",
      "0.02832581748\n",
      "0.035751237464\n",
      "0.0465118496613\n",
      "0.069646587301\n",
      "0.0696082135687\n",
      "0.0465809638308\n",
      "0.0357344816928\n",
      "0.0282807274354\n",
      "0.0225050107564\n",
      "0.0177001711459\n",
      "0.0134790448398\n",
      "0.00973075381\n",
      "0.00622673568328\n",
      "0.00257940757324\n"
     ]
    }
   ],
   "source": [
    "#TOFs of the end point\n",
    "for i in range(SLs_Case1.NumSL):\n",
    "    print(TOFs[i][-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
